Extended Object Tracking and Shape Classification

被引:0
|
作者
Tuncer, Barlun [1 ]
Kumru, Murat [1 ]
Ozkan, Emre [1 ]
Alatan, A. Aydin [1 ]
机构
[1] Middle East Tech Univ, Dept Elect & Elect Engn, TR-06800 Ankara, Turkey
关键词
Extended Target Tracking; Contour representation; Shape-based Classification; Gaussian Process; Bayesian; Classification; Learning; TARGET TRACKING; FOURIER; RECOGNITION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recent extended target tracking algorithms provide reliable shape estimates while tracking objects. The estimated extent of the objects can also be used for online classification. In this work, we propose to use a Bayesian classifier to identify different objects based on their contour estimates during tracking. The proposed method uses the uncertainty information provided by the estimation covariance of the tracker.
引用
收藏
页码:267 / 274
页数:8
相关论文
共 50 条
  • [1] Extended Object Tracking with Embedded Classification
    Cao, Wen
    Li, Qiwei
    [J]. SENSORS, 2022, 22 (06)
  • [2] Probabilistic Rectangular-Shape Estimation for Extended Object Tracking
    Brosseit, Peter
    Rapp, Matthias
    Appenrodt, Nils
    Dickmann, Juergen
    [J]. 2016 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2016, : 279 - 285
  • [3] Joint tracking and classification of extended object based on support functions
    Sun, Lifan
    Lan, Jian
    Li, X. Rong
    [J]. IET RADAR SONAR AND NAVIGATION, 2018, 12 (07): : 685 - 693
  • [4] Joint Tracking and Classification of Extended Object Using Random Matrix
    Lan, Jian
    Li, X. Rong
    [J]. 2013 16TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2013, : 1550 - 1557
  • [5] Joint Tracking and Classification of Extended Object Based on Support Functions
    Sun, Lifan
    Lan, Jian
    Li, X. Rong
    [J]. 2014 17TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2014,
  • [6] Extended Object Tracking and Classification Using Radar and ESM Sensor Data
    Cao, Wen
    Lan, Jian
    Li, X. Rong
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2018, 25 (01) : 90 - 94
  • [7] Extended Object Tracking and Classification based on Recursive Joint Decision and Estimation
    Cao, Wen
    Lan, Jian
    Li, X. Rong
    [J]. 2013 16TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2013, : 1670 - 1677
  • [8] Video object tracking based on extended active shape models with color information
    Koschan, A
    Kang, SK
    Paik, JK
    Abidi, B
    Abidi, M
    [J]. CGIV'2002: FIRST EUROPEAN CONFERENCE ON COLOUR IN GRAPHICS, IMAGING, AND VISION, CONFERENCE PROCEEDINGS, 2002, : 126 - 131
  • [9] Group and extended object tracking
    Salmond, DJ
    Gordon, NJ
    [J]. SIGNAL AND DATA PROCESSING OF SMALL TARGETS 1999, 1999, 3809 : 284 - 296
  • [10] EXTENDED KALMAN FILTER FOR EXTENDED OBJECT TRACKING
    Yang, Shishan
    Baum, Marcus
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 4386 - 4390